Warning: Keywords are pruned because they do not appear in the documents: semi
structured interviews, in depth interviews, snowball sample, qualitative case
study, ethography, qualitative methodological approach, extended case logic,
event history analysis, american time use survey, their mental, with
disabilities, critical race theory, doing gender, shares of housework, low wage
jobs, labor market disadvantages, cumulative inequality theory, sex based
discrimination, …, displacement of workers, and their racial
Code
key_viz
Warning: Removed 201 rows containing missing values or values outside the scale range
(`geom_line()`).
Warning: Removed 201 rows containing missing values or values outside the scale range
(`geom_point()`).
Warning: Removed 201 rows containing missing values or values outside the scale range
(`geom_label_repel()`).
Warning: ggrepel: 507 unlabeled data points (too many overlaps). Consider
increasing max.overlaps
Code
suppressMessages( lda_key <- keyATM::keyATM(docs = keyATM_docs, # text inputno_keyword_topics = unseeded_topics, # number of topics without keywordskeywords = seeded_topics.ls, # keywordspriors =list(beta_s=seed_prior_strength),model ="base", # select the model))
Warning: Keywords are pruned because they do not appear in the documents: semi
structured interviews, in depth interviews, snowball sample, qualitative case
study, ethography, qualitative methodological approach, extended case logic,
event history analysis, american time use survey, their mental, with
disabilities, critical race theory, doing gender, shares of housework, low wage
jobs, labor market disadvantages, cumulative inequality theory, sex based
discrimination, …, displacement of workers, and their racial
Code
lda_key %>% keyATM::plot_modelfit()
Code
lda_key %>% keyATM::top_words() %>% gt::gt() %>% gt::tab_header("Top words for each topic")
Top words for each topic
1_meth:empirical
2_meth:qual
3_meth:quant
4_meth:theory
5_scope:us
6_scope:world
7_subj:econ
8_subj:health
9_subj:inequality
10_subj:politics
11_subj:race
Other_1
Other_2
Other_3
social
social
study
neighborhood
states
migration
work
health [✓]
gender
political
black [✓]
violence
police
students
chapter
study
between
urban
united
immigrant
labor [✓]
mental [✓]
women
state
racial [✓]
criminal
sexual
school
data
research
were
neighborhoods
united states [✓]
immigrants
economic [✓]
mental health [✓]
inequality [✓]
social
race [✓]
incarceration
law
education
dissertation
interviews [✓]
factors
social
policy
world [✓]
workers
life
family
justice [✓]
white [✓]
prison
violence
college
between
through
more
theory [✓]
state
migrants
employment [✓]
social
sexual
politics [✓]
ethnic
punishment
policing
schools
more
community
results
online
religious
migrant
economy [✓]
medical [✓]
gendered
movements
american
incarcerated
legal
parents
research
about
data
sustainability
local [✓]
ethnic
management [✓]
healthcare [✓]
discrimination [✓]
media
racism [✓]
criminal justice
transgender
educational
study
not
effects
gentrification [9]
immigration
status
job [✓]
family
rural
change
racialized [✓]
youth
gender
student
three
who
not
environmental
usa [✓]
refugees
dissertation
support
inequalities [✓]
environmental
ethnicity
young adults
people
children
first
dissertation
among
support
public
immigration
family
covid [✓]
class
public
indigenous [✓]
adulthood
law enforcement
higher
Code
lda_key %>% keyATM::top_docs(n=5) %>%pivot_longer(cols=everything()) %>%rowwise() %>%mutate(title=diss_cleaned.df[[value,"Title"]]) %>%ungroup() %>%select(-value) %>%group_by(name) %>% gt::gt() %>% gt::tab_header("Top dissertations in each topic")
Top dissertations in each topic
title
1_meth:empirical
Neutralizing Title IX: Hyperlegal Consciousness on College Campuses in the Age of #MeToo
The Moderating Role of State-Level Policy on Individual-Level Social Inequalities in Mental Health: A Cross-National Perspective
The Biopolitics of Third Gender Category in India
A Re-Evaluation of the Hyper-Selectivity Perspective: The Case of Second-Generation Filipinos
A “Stupid Little Fish”: Science, Law and the Politics of Environmental Decline in California
2_meth:qual
Where We Die: County-Level Disparities and Constrained Choice at the End of Life
Journeying: Black Girlhood, Movement and the Refusal of (In)Justice
A Melting Fossil: Constituting Planetary Time in the Cryosphere, 1815-1980
Humanizing Bureaucracy: Exploring the Experiences of Public Sector Managers Directed to Enact Transformational Leadership in a State Agency
Open Pharma: Collective Action to Common Pharmaceutical Knowledge
3_meth:quant
Labor Control and the Experience of Work in the Platform Economy
Who Pays Income Inequality’s Health Tax? Toward a Conditional Model of Economic Stratification and Population Health
Raising Black Excellence: An Exploration of How a Black Operated Seventh-Day Adventist School Empowers Black Student Achievement and Development through Liberation and Resistance
Access to Clean Water: A Cross-National Analysis 1990–2012
Mobility Ideologies: Precarity and Meaning-Making in the College-for-All Generation
4_meth:theory
Sexuality Stratification in Contemporary Japan: A Study in Sociology
Compulsory Categories: How Asexuality Disrupts Normative Assumptions About Sexuality and Gender
Building Alternative Food Economies for Justice and Sustainability: Organic and Agroecological Agriculture in Argentina
Measuring and Modeling Cultural Meaning in Language
“Use Your Words”: A Conversation Analytic Perspective on Deaf or Hard-of-Hearing Children’s Socialization into Oral Communication
5_scope:us
Decolonizing Healthcare: A Black Feminist Analysis of Sisters Informing Sisters on Topics of AIDS (SISTA)
Narrative Meaning Productions of Compassionate Healthcare: An Examination of Cultural Codes, Organizational Practices, and Everyday Realities
Pressured Teachers, Sanctioned Students: The Persistence of Behavior Management Systems in Elementary School Classrooms
Arrested (During) Development: County Young Adult Arrest Rate Patterning Across Space and Time
A Comparative Program Evaluation: PA ACT101 and a Summer Bridge Program
6_scope:world
The Social Pattern and Causes of Dementia Prevalence Decline in the United States
Lives in Limbo: Invisibility, Control, and Temporary Migrant Workers in the Global City
Performance of Cosmopolitanism: Temporary Migrants and Their Sense of Belonging in Dubai
How States Remember Their Past: Conflicting Representations of Political Violence in Italy, 1969-2020
Return of the Yellow Peril: The Impact of the COVID-19 Pandemic on Americans' Attitudes Toward Asians and Asian Americans in the United States
7_subj:econ
Indigenous Mexicans in New York City: Immigrant Integration, Language Use, and Identity Formation
Trajectories of Emotional Well-Being among People with Advanced Cancer: Examining Gender Differences and the Roles of Social Support and Coping Styles
LGB Rights and Resilience: An Analysis of LGB Mental Health and Healthcare
Institutions in Childhood and the Transition to Adulthood: Consequences of Criminal Justice and Child Welfare System Contact in the United States
(Re)Defining Blackness: Race, Ethnicity and the Children of African Immigrants
8_subj:health
The Hands that Feed US: Endemic Precarity and Pandemic Resistance Among Migrant Food Processing Workers
Who is in the Family?: Grandparents, Stepkin and Reproduction of Social Inequality Across Generations
Embedded in Menstrual Capitalism: Gendered Discourse and the Legal (Un)Consciousness of the Menstrual Tax Repeal Movement
Academic Library Staff's Perceptions and Lived Experiences with Librarian to Staff Incivility
Opposition behind Bars: Incarcerated Black Working-Class Women and the Tradition of Resistance in the United States, 1970–2011
9_subj:inequality
Getting Rich or Getting By? Owner-Occupant Landlords in Segregated Chicago
Crossings: <em>Borderizing </em>and <em>Borderized </em>Mobilities in an Era of Converging Crises
From Millennial Sleaze to Old World Charm: The Politics of Place Branding in Creative City Singapore
Inequality of Suicide in South Korea: Unequal Distribution of Completed Suicide and Suicidal Ideation
Three Papers on Intergenerational Relationships in China
10_subj:politics
Interpersonal Discrimination and Older Latinx Adults in the United States
“<em>Everybody Is Locked Up</em>”...Black Families with Incarcerated Loved Ones
Integrating Graph and Language Data in Machine Learning Models: Applications for Computational Social Science
A Geopolitical Analysis of Innovation for Middle-Income Escape: Interpreting China's Technology Strategy
An Auto/Ethnographic Exploration of the Effects of a Female Reservist’s Deployment on a Service Member’s Support System: The Theory of Deployment Communication and Resilience for a Support System
11_subj:race
Social Capital and Health in East Asia and China: a Conceptual and Empirical Analysis
The Impact of Fixed-Term Versus Traditional Employment Contracts on Employees in College and University Housing and Residence Life Organizations
Locked Out: Women’s Housing Insecurity in a Hostile Social Environment
The Matrix of Care: Medical Decision-Making and Hospital-Based Childbirth
Invisibly Inked: An Intersectional Analysis of Tattooed Female Arrest Patterns
Other_1
The Model Minority Myth and the Mental Well-Being of Academically Struggling Asian Americans
Experiences of a Conditional and Punitive Social Safety Net: The Short- and Long-Term Impacts on Family Wellbeing
Exploring the Cybercrime Capacity and Capability of Local Law Enforcement Agencies in the United States
Breaking Barriers: Gender, Empowerment, and Women's Mixed Martial Arts
Should I Stay or Should I Go? Mexican Return Migration across the Life Course
Other_2
Finding the Meaning of Naloxone: Perceptions of the Administration of an Opioid Antagonist Drug among Police Officers
Global Networks and City Development, 1993-2020
The Rise, Endurance, and Fall of Migrant Camps on the U.S.-Mexico Border: A Sociology of Border Violence
Off-Time Illness: when Young Adults Get Illnesses Associated with Old Age
Poverty in the United States: Examining Prevalences, Penalties, and Ethno-Racial Differences, 1993-2016
Other_3
Watch Momma Work: Black Women Navigate Motherhood, Employment, and Education
“Eating Clean”: Negotiations of Power, Politics, and Knowledge Within Alternative & Fringe Health Movements in the US
The Effect of Migration Status on Children’s Academic Performance in China
Food-as-Medicine: An Everyday Strategy of Health
No Trespass Zones: Governing the Mobility of Citizens and Migrants in the Post-Civil Rights Era